{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas\n",
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "city = [\n",
    "    {'code': '410', 'name': '全国'},\n",
    "    {'code': '010', 'name': '北京'},\n",
    "    {'code': '020', 'name': '上海'},\n",
    "    {'code': '050020', 'name': '广州'},\n",
    "    {'code': '050090', 'name': '深圳'}]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 准备城市code\n",
    "def choose_city(city_name):\n",
    "    for i in city:\n",
    "        if i['name'] == city_name:\n",
    "            return i['code']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 准备headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def headers():\n",
    "    liepin_headers = {\n",
    "        \"Accept\": \"application/json, text/plain, */*\",\n",
    "        \"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "        \"Accept-Language\": \"zh-CN,zh;q=0.9,en;q=0.8,en-US;q=0.7,en-CA;q=0.6\",\n",
    "        \"Connection\": \"keep-alive\",\n",
    "        \"Content-Length\": \"482\",\n",
    "        \"Content-Type\": \"application/json;charset=UTF-8;\",\n",
    "        \"Cookie\": \"inited_user=464b5299797bde79a6aeac4e54e72749; __gc_id=fcb411cd19404d6c8519f9289c795f0a; _ga=GA1.1.737936061.1681902650; __uuid=1681902669648.13; need_bind_tel=false; c_flag=92fc82dab3c60b517e05029c26bb865c; imClientId=b5e1273d5cb093f4b435a5bdfa4014a6; imId=b5e1273d5cb093f407ef590fee2a579a; imClientId_0=b5e1273d5cb093f4b435a5bdfa4014a6; imId_0=b5e1273d5cb093f407ef590fee2a579a; new_user=false; access_system=C; XSRF-TOKEN=WR6vUQM2QK-QgJ1xoWMumA; __tlog=1703127510250.65%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=276077c317031275113723694e8f031181610e8406eab2e035f042a0d1a998; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1701342916,1701422246,1703076291,1703127512; UniqueKey=cb5430ca53f7a1c16bc56763ae71c6f2; liepin_login_valid=0; lt_auth=vuhcM3ECnA7%2F5nba2zFbta1O2o%2BsAzrM8S4LgUgC1YW6XqXg4P%2FmQAOHqrEG%2BCoIq08jdvkzMLf%2BNun8znZC6EUQ8VGnlZ6utf6k0HsDUeVgI8W2vezHg%2FXUQp0lnEAA8nJbpEIL%2BVzO; user_roles=0; user_photo=5f8fa3baf6d1ab58476f324908u.png; user_name=%E5%90%B4%E8%8C%B5%E8%8C%B5; inited_user=464b5299797bde79a6aeac4e54e72749; hpo_role-sec_project=sec_project_liepin; hpo_sec_tenant=0; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1703127593; fe_im_socketSequence_new_0=2_2_2; __session_seq=20; __uv_seq=20; __tlg_event_seq=571; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_cb5430ca53f7a1c16bc56763ae71c6f2%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1703127511.24.1.1703128842.0.0.0\",\n",
    "        \"Host\": \"api-c.liepin.com\",\n",
    "        \"Origin\": \"https://www.liepin.com\",\n",
    "        \"Referer\": \"https://www.liepin.com/\",\n",
    "        \"Sec-Fetch-Dest\": \"empty\",\n",
    "        \"Sec-Fetch-Mode\": \"cors\",\n",
    "        \"Sec-Fetch-Site\": \"same-site\",\n",
    "        \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36\",\n",
    "        \"X-Client-Type\": \"web\",\n",
    "        \"X-Fscp-Bi-Stat\": \"{\\\"location\\\": \\\"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\\\"}\",\n",
    "        \"X-Fscp-Fe-Version\": \"\",\n",
    "        \"X-Fscp-Std-Info\": \"{\\\"client_id\\\": \\\"40108\\\"}\",\n",
    "        \"X-Fscp-Trace-Id\": \"af6eb714-1bff-40c7-8c8c-20bf44814785\",\n",
    "        \"X-Fscp-Version\": \"1.1\",\n",
    "        \"X-Requested-With\": \"XMLHttpRequest\",\n",
    "        \"X-XSRF-TOKEN\": \"WR6vUQM2QK-QgJ1xoWMumA\"\n",
    "    }\n",
    "\n",
    "    return liepin_headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 准备payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def payload_liepin(城市,关键词):\n",
    "    payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": choose_city(城市),\n",
    "            \"dq\": choose_city(城市),\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": 关键词,\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "    return payload"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 输入对应内容获取求职信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "深圳\n"
     ]
    }
   ],
   "source": [
    "城市 = input('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "文案\n"
     ]
    }
   ],
   "source": [
    "关键词 = input('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 请求猎聘网数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'comp': {'compId': 8528800,\n",
       "      'compName': '猫王音响',\n",
       "      'compLogo': '5b865c5d8e50a3257f32d5c204a.png',\n",
       "      'link': 'https://www.liepin.com/company/8528800/',\n",
       "      'compScale': '100-499人',\n",
       "      'compIndustry': '电子/半导体/集成电路'},\n",
       "     'job': {'labels': ['英语'],\n",
       "      'dq': '深圳-南山区',\n",
       "      'salary': '10-15k',\n",
       "      'refreshTime': '20231221091612',\n",
       "      'jobKind': '2',\n",
       "      'title': '亚马逊运营',\n",
       "      'jobId': '41722517',\n",
       "      'link': 'https://www.liepin.com/job/1941722517.shtml',\n",
       "      'advViewFlag': True,\n",
       "      'topJob': True,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0'},\n",
       "     'recruiter': {'recruiterId': '018760ecee1b3c83e9150515f41a14d9',\n",
       "      'chatted': False,\n",
       "      'imId': '9f5ea91e842169aa1b4fb320fc878e26',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '石女士',\n",
       "      'recruiterTitle': 'hrbp',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2241722517%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"userId\":\"018760ecee1b3c83e9150515f41a14d9\",\"jobKind\":\"2\",\"jobId\":\"41722517\",\"imId\":\"9f5ea91e842169aa1b4fb320fc878e26\",\"imUserType\":\"2\",\"recruiterName\":\"石女士\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'comp': {'compId': 1578876,\n",
       "      'compName': '友邦人寿保险有限公司深圳分公司',\n",
       "      'compLogo': '54d1e9d2712eb4f6b84d141401a.png',\n",
       "      'link': 'https://www.liepin.com/company/1578876/',\n",
       "      'compScale': '100-499人',\n",
       "      'compIndustry': '保险'},\n",
       "     'job': {'labels': ['客户管理', '客户服务', '保险行业', '会员/VIP管理'],\n",
       "      'dq': '深圳-罗湖区',\n",
       "      'salary': '15-20k·15薪',\n",
       "      'refreshTime': '20231220091117',\n",
       "      'jobKind': '2',\n",
       "      'title': '团险部大客户客服主管',\n",
       "      'jobId': '62194009',\n",
       "      'link': 'https://www.liepin.com/job/1962194009.shtml',\n",
       "      'advViewFlag': True,\n",
       "      'topJob': True,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=1'},\n",
       "     'recruiter': {'recruiterId': 'e1885ff489881b42e52ab82ff3a0342f',\n",
       "      'chatted': False,\n",
       "      'imId': '59daa5361b85b936b74cd2e3b8b7dbf6',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '李女士',\n",
       "      'recruiterTitle': 'HRBP',\n",
       "      'recruiterPhoto': '554970df28eefc6d7ed15ad001a.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262194009%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"userId\":\"e1885ff489881b42e52ab82ff3a0342f\",\"jobKind\":\"2\",\"jobId\":\"62194009\",\"imId\":\"59daa5361b85b936b74cd2e3b8b7dbf6\",\"imUserType\":\"2\",\"recruiterName\":\"李女士\",\"recruiterPhoto\":\"554970df28eefc6d7ed15ad001a.jpg\"}'},\n",
       "    {'comp': {'compId': 13342883,\n",
       "      'compName': '深圳市智创一切科技有限公司',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/13342883/',\n",
       "      'compScale': '100-499人',\n",
       "      'compIndustry': '电子商务'},\n",
       "     'job': {'labels': [],\n",
       "      'dq': '深圳-龙岗区',\n",
       "      'salary': '10-15k',\n",
       "      'refreshTime': '20231213191439',\n",
       "      'jobKind': '2',\n",
       "      'title': '亚马逊运营',\n",
       "      'jobId': '63599877',\n",
       "      'link': 'https://www.liepin.com/job/1963599877.shtml',\n",
       "      'advViewFlag': True,\n",
       "      'topJob': True,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireEduLevel': '大专',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=2'},\n",
       "     'recruiter': {'recruiterId': '7a261c369cce7186ea75fcada03718f9',\n",
       "      'chatted': False,\n",
       "      'imId': '67a7d92265cbd918361cc4c1c85cc0f8',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '高级招聘专员',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2263599877%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"userId\":\"7a261c369cce7186ea75fcada03718f9\",\"jobKind\":\"2\",\"jobId\":\"63599877\",\"imId\":\"67a7d92265cbd918361cc4c1c85cc0f8\",\"imUserType\":\"2\",\"recruiterName\":\"陈女士\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'comp': {'compId': 9681568,\n",
       "      'compName': '深圳硅基仿生科技股份有限公司',\n",
       "      'compStage': 'D轮',\n",
       "      'compLogo': '601d66cb00e91f04c68d1f1c05u.png',\n",
       "      'link': 'https://www.liepin.com/company/9681568/',\n",
       "      'compScale': '500-999人',\n",
       "      'compIndustry': '医疗器械'},\n",
       "     'job': {'labels': ['文案策划',\n",
       "       '自媒体策划',\n",
       "       '短视频策划',\n",
       "       '品牌策划',\n",
       "       '营销策划',\n",
       "       '海外媒介',\n",
       "       '甲方公司背景',\n",
       "       '营销活动',\n",
       "       'to C',\n",
       "       '制药/医疗'],\n",
       "      'dq': '深圳-宝安区',\n",
       "      'salary': '16-25k',\n",
       "      'refreshTime': '20231007175436',\n",
       "      'jobKind': '2',\n",
       "      'title': '海外市场文案策划(J10251)',\n",
       "      'jobId': '60903339',\n",
       "      'link': 'https://www.liepin.com/job/1960903339.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireEduLevel': '本科',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=3'},\n",
       "     'recruiter': {'recruiterId': '3b46127d6ee1925a2aa4bed58588776d',\n",
       "      'chatted': False,\n",
       "      'imId': '668c412c7c94e3e4befa578784e31c32',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '蒋女士',\n",
       "      'recruiterTitle': 'HRBP',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2260903339%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "    {'comp': {'compId': 13037571,\n",
       "      'compName': '深圳追求卓越企业管理顾问服务有限公司',\n",
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       "    {'comp': {'compId': 7914892,\n",
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       "    {'comp': {'compId': 10279589,\n",
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       "    {'comp': {'compId': 8024171,\n",
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       "    {'comp': {'compId': 8489137,\n",
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       "    {'comp': {'compId': 8489137,\n",
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       "      'title': '品牌文案(J10494)',\n",
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       "    {'comp': {'compId': 1632488,\n",
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       "    {'comp': {'compId': 13766061,\n",
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       "    {'comp': {'compId': 12841361,\n",
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       "    {'comp': {'compId': 9237062,\n",
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       "    {'comp': {'compId': 7866910,\n",
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       "      'compIndustry': '智能硬件'},\n",
       "     'job': {'labels': ['品牌文案',\n",
       "       '广告文案',\n",
       "       '新媒体文案',\n",
       "       '视频文案',\n",
       "       '软文撰写',\n",
       "       '电商文案',\n",
       "       '公关文案',\n",
       "       '活动文案'],\n",
       "      'dq': '深圳-龙华区',\n",
       "      'salary': '6-10k',\n",
       "      'refreshTime': '20200530121405',\n",
       "      'jobKind': '2',\n",
       "      'title': '新媒体文案',\n",
       "      'jobId': '28774609',\n",
       "      'link': 'https://www.liepin.com/job/1928774609.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireEduLevel': '大专',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36'},\n",
       "     'recruiter': {'recruiterId': '3c56ed8d8a014e8df6a0ccd61c4967b7',\n",
       "      'chatted': False,\n",
       "      'imId': 'a1b4c5ce52746759c307fe6e334c0c05',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '孙先生',\n",
       "      'recruiterTitle': '运营经理',\n",
       "      'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2228774609%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"userId\":\"3c56ed8d8a014e8df6a0ccd61c4967b7\",\"jobKind\":\"2\",\"jobId\":\"28774609\",\"imId\":\"a1b4c5ce52746759c307fe6e334c0c05\",\"imUserType\":\"2\",\"recruiterName\":\"孙先生\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\"}'},\n",
       "    {'comp': {'compId': 12711951,\n",
       "      'compName': '深圳市鲁鹏木易电子商务有限公司',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/12711951/',\n",
       "      'compScale': '1-49人',\n",
       "      'compIndustry': '电子商务'},\n",
       "     'job': {'labels': ['品牌文案', '文案撰写', '文案编辑', '方案编写'],\n",
       "      'dq': '深圳-福田区',\n",
       "      'salary': '4-5k',\n",
       "      'refreshTime': '20210425113122',\n",
       "      'jobKind': '2',\n",
       "      'title': '文案策划写作方案撰写修改人员',\n",
       "      'jobId': '38555741',\n",
       "      'link': 'https://www.liepin.com/job/1938555741.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37'},\n",
       "     'recruiter': {'recruiterId': '163fb2c3452ff8140b21b59d7f6dc377',\n",
       "      'chatted': False,\n",
       "      'imId': '1b743580381b19ec6bc971ec2e264ed1',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '曹先生',\n",
       "      'recruiterTitle': '职员',\n",
       "      'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2238555741%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"userId\":\"163fb2c3452ff8140b21b59d7f6dc377\",\"jobKind\":\"2\",\"jobId\":\"38555741\",\"imId\":\"1b743580381b19ec6bc971ec2e264ed1\",\"imUserType\":\"2\",\"recruiterName\":\"曹先生\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\"}'},\n",
       "    {'comp': {'compId': 12690441,\n",
       "      'compName': '深圳奥通顺达商贸有限公司',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/12690441/',\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '日化'},\n",
       "     'job': {'labels': ['品牌文案', '新媒体文案', '渠道推广', '电商文案', '软文撰写'],\n",
       "      'dq': '深圳',\n",
       "      'salary': '7-12k',\n",
       "      'refreshTime': '20210930214831',\n",
       "      'jobKind': '2',\n",
       "      'title': '文案策划',\n",
       "      'jobId': '38270559',\n",
       "      'link': 'https://www.liepin.com/job/1938270559.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireEduLevel': '大专',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'},\n",
       "     'recruiter': {'recruiterId': '7958f12054cb3cd2697b6d00940283eb',\n",
       "      'chatted': False,\n",
       "      'imId': '866dd58e2ee041f98b0ca3877d009dea',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '姚女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2238270559%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"userId\":\"7958f12054cb3cd2697b6d00940283eb\",\"jobKind\":\"2\",\"jobId\":\"38270559\",\"imId\":\"866dd58e2ee041f98b0ca3877d009dea\",\"imUserType\":\"2\",\"recruiterName\":\"姚女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'comp': {'compId': 12687567,\n",
       "      'compName': '深圳楚奥传媒有限公司',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/12687567/',\n",
       "      'compScale': '1-49人',\n",
       "      'compIndustry': '在线社交/媒体'},\n",
       "     'job': {'labels': ['文案创作', '文案编辑', '编剧', '剪辑'],\n",
       "      'dq': '深圳-龙岗区',\n",
       "      'salary': '6-12k',\n",
       "      'refreshTime': '20210412204602',\n",
       "      'jobKind': '2',\n",
       "      'title': '文案编辑',\n",
       "      'jobId': '38071781',\n",
       "      'link': 'https://www.liepin.com/job/1938071781.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'},\n",
       "     'recruiter': {'recruiterId': 'f522f343ecfaa02f74113097968b894a',\n",
       "      'chatted': False,\n",
       "      'imId': '4d2eaf8cc6ced9f8e37b0b202b2adc1c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '彭先生',\n",
       "      'recruiterTitle': '经理',\n",
       "      'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2238071781%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"userId\":\"f522f343ecfaa02f74113097968b894a\",\"jobKind\":\"2\",\"jobId\":\"38071781\",\"imId\":\"4d2eaf8cc6ced9f8e37b0b202b2adc1c\",\"imUserType\":\"2\",\"recruiterName\":\"彭先生\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\"}'}],\n",
       "   'jobSubscribeInfo': {'keyword': '文案',\n",
       "    'dqName': '深圳',\n",
       "    'dqCode': '050090',\n",
       "    'qrUrl': 'https://mp.weixin.qq.com/cgi-bin/showqrcode?ticket=gQHA8DwAAAAAAAAAAS5odHRwOi8vd2VpeGluLnFxLmNvbS9xLzAyUEc3ZTF1Rm9jdWoxRXh0YTFCY1QAAgShYoFlAwSAOgkA',\n",
       "    'id': 'cb748a628f6d3684a43ddef66c53f138'},\n",
       "   'compList': []},\n",
       "  'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'scene': 'input',\n",
       "   'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'sfrom': 'search_job_pc'},\n",
       "  'pagination': {'pageSize': 40,\n",
       "   'totalPage': 10,\n",
       "   'currentPage': 0,\n",
       "   'totalCounts': 807,\n",
       "   'hasNext': False}}}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import time\n",
    "import random\n",
    "wait_time = random.randint(0,10)\n",
    "\n",
    "payload = payload_liepin(str(城市),str(关键词))\n",
    "session = HTMLSession()\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers())\n",
    "\n",
    "response_data = r.json()\n",
    "response_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page = response_data['data']['pagination']['totalPage']\n",
    "page"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 翻页获取内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import requests\n",
    "import time\n",
    "\n",
    "response_df = []\n",
    "wait_time = 1  \n",
    "\n",
    "for i in range(20):\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage'] = i\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "    time.sleep(wait_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>...</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"018760ecee1b3c83e9150515f41a14d9\",\"...</td>\n",
       "      <td>8528800</td>\n",
       "      <td>猫王音响</td>\n",
       "      <td>5b865c5d8e50a3257f32d5c204a.png</td>\n",
       "      <td>https://www.liepin.com/company/8528800/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>[英语]</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>...</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>018760ecee1b3c83e9150515f41a14d9</td>\n",
       "      <td>False</td>\n",
       "      <td>9f5ea91e842169aa1b4fb320fc878e26</td>\n",
       "      <td>2</td>\n",
       "      <td>石女士</td>\n",
       "      <td>hrbp</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"e1885ff489881b42e52ab82ff3a0342f\",\"...</td>\n",
       "      <td>1578876</td>\n",
       "      <td>友邦人寿保险有限公司深圳分公司</td>\n",
       "      <td>54d1e9d2712eb4f6b84d141401a.png</td>\n",
       "      <td>https://www.liepin.com/company/1578876/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>保险</td>\n",
       "      <td>[客户管理, 客户服务, 保险行业, 会员/VIP管理]</td>\n",
       "      <td>深圳-罗湖区</td>\n",
       "      <td>...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>e1885ff489881b42e52ab82ff3a0342f</td>\n",
       "      <td>False</td>\n",
       "      <td>59daa5361b85b936b74cd2e3b8b7dbf6</td>\n",
       "      <td>2</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>554970df28eefc6d7ed15ad001a.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"7a261c369cce7186ea75fcada03718f9\",\"...</td>\n",
       "      <td>13342883</td>\n",
       "      <td>深圳市智创一切科技有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13342883/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>[]</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>...</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>7a261c369cce7186ea75fcada03718f9</td>\n",
       "      <td>False</td>\n",
       "      <td>67a7d92265cbd918361cc4c1c85cc0f8</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>高级招聘专员</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"3b46127d6ee1925a2aa4bed58588776d\",\"...</td>\n",
       "      <td>9681568</td>\n",
       "      <td>深圳硅基仿生科技股份有限公司</td>\n",
       "      <td>601d66cb00e91f04c68d1f1c05u.png</td>\n",
       "      <td>https://www.liepin.com/company/9681568/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>[文案策划, 自媒体策划, 短视频策划, 品牌策划, 营销策划, 海外媒介, 甲方公司背景,...</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3b46127d6ee1925a2aa4bed58588776d</td>\n",
       "      <td>False</td>\n",
       "      <td>668c412c7c94e3e4befa578784e31c32</td>\n",
       "      <td>2</td>\n",
       "      <td>蒋女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"1536a036e8b44e1b189053b2c664f1c0\",\"...</td>\n",
       "      <td>13037571</td>\n",
       "      <td>深圳追求卓越企业管理顾问服务有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13037571/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>[文案策划, 品牌策划, 新媒体策划, 营销策划, 活动策划, 品牌活动, 新媒体, IT/...</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1536a036e8b44e1b189053b2c664f1c0</td>\n",
       "      <td>False</td>\n",
       "      <td>6cf2a187f5b86d763cf0acd5c06eb661</td>\n",
       "      <td>2</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>hr总监</td>\n",
       "      <td>6567096ef389f94aa14ffb2005u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"9ba51e75dfbefd7fe2099a38703f5ef9\",\"...</td>\n",
       "      <td>7866910</td>\n",
       "      <td>深圳市百森鞋业有限公司</td>\n",
       "      <td>5bfe90ce74719d35745ab52703a.png</td>\n",
       "      <td>https://www.liepin.com/company/7866910/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>[文案策划, 公众号, 新媒体策划, 品牌策划, 企业策划, 甲方公司背景, 批发/零售]</td>\n",
       "      <td>深圳</td>\n",
       "      <td>...</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>9ba51e75dfbefd7fe2099a38703f5ef9</td>\n",
       "      <td>False</td>\n",
       "      <td>a052f227f3b00bddac365a663ca833da</td>\n",
       "      <td>2</td>\n",
       "      <td>方女士</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"3c56ed8d8a014e8df6a0ccd61c4967b7\",\"...</td>\n",
       "      <td>12260019</td>\n",
       "      <td>般诺智能(深圳)有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12260019/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>[品牌文案, 广告文案, 新媒体文案, 视频文案, 软文撰写, 电商文案, 公关文案, 活动文案]</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3c56ed8d8a014e8df6a0ccd61c4967b7</td>\n",
       "      <td>False</td>\n",
       "      <td>a1b4c5ce52746759c307fe6e334c0c05</td>\n",
       "      <td>2</td>\n",
       "      <td>孙先生</td>\n",
       "      <td>运营经理</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>天使轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"163fb2c3452ff8140b21b59d7f6dc377\",\"...</td>\n",
       "      <td>12711951</td>\n",
       "      <td>深圳市鲁鹏木易电子商务有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12711951/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>[品牌文案, 文案撰写, 文案编辑, 方案编写]</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>...</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>163fb2c3452ff8140b21b59d7f6dc377</td>\n",
       "      <td>False</td>\n",
       "      <td>1b743580381b19ec6bc971ec2e264ed1</td>\n",
       "      <td>2</td>\n",
       "      <td>曹先生</td>\n",
       "      <td>职员</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"7958f12054cb3cd2697b6d00940283eb\",\"...</td>\n",
       "      <td>12690441</td>\n",
       "      <td>深圳奥通顺达商贸有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12690441/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>日化</td>\n",
       "      <td>[品牌文案, 新媒体文案, 渠道推广, 电商文案, 软文撰写]</td>\n",
       "      <td>深圳</td>\n",
       "      <td>...</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>7958f12054cb3cd2697b6d00940283eb</td>\n",
       "      <td>False</td>\n",
       "      <td>866dd58e2ee041f98b0ca3877d009dea</td>\n",
       "      <td>2</td>\n",
       "      <td>姚女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"f522f343ecfaa02f74113097968b894a\",\"...</td>\n",
       "      <td>12687567</td>\n",
       "      <td>深圳楚奥传媒有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12687567/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>[文案创作, 文案编辑, 编剧, 剪辑]</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>...</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>f522f343ecfaa02f74113097968b894a</td>\n",
       "      <td>False</td>\n",
       "      <td>4d2eaf8cc6ced9f8e37b0b202b2adc1c</td>\n",
       "      <td>2</td>\n",
       "      <td>彭先生</td>\n",
       "      <td>经理</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "..                                                ...   \n",
       "35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "\n",
       "                                           dataParams  comp.compId  \\\n",
       "0   {\"userId\":\"018760ecee1b3c83e9150515f41a14d9\",\"...      8528800   \n",
       "1   {\"userId\":\"e1885ff489881b42e52ab82ff3a0342f\",\"...      1578876   \n",
       "2   {\"userId\":\"7a261c369cce7186ea75fcada03718f9\",\"...     13342883   \n",
       "3   {\"userId\":\"3b46127d6ee1925a2aa4bed58588776d\",\"...      9681568   \n",
       "4   {\"userId\":\"1536a036e8b44e1b189053b2c664f1c0\",\"...     13037571   \n",
       "..                                                ...          ...   \n",
       "35  {\"userId\":\"9ba51e75dfbefd7fe2099a38703f5ef9\",\"...      7866910   \n",
       "36  {\"userId\":\"3c56ed8d8a014e8df6a0ccd61c4967b7\",\"...     12260019   \n",
       "37  {\"userId\":\"163fb2c3452ff8140b21b59d7f6dc377\",\"...     12711951   \n",
       "38  {\"userId\":\"7958f12054cb3cd2697b6d00940283eb\",\"...     12690441   \n",
       "39  {\"userId\":\"f522f343ecfaa02f74113097968b894a\",\"...     12687567   \n",
       "\n",
       "         comp.compName                    comp.compLogo  \\\n",
       "0                 猫王音响  5b865c5d8e50a3257f32d5c204a.png   \n",
       "1      友邦人寿保险有限公司深圳分公司  54d1e9d2712eb4f6b84d141401a.png   \n",
       "2        深圳市智创一切科技有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "3       深圳硅基仿生科技股份有限公司  601d66cb00e91f04c68d1f1c05u.png   \n",
       "4   深圳追求卓越企业管理顾问服务有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "..                 ...                              ...   \n",
       "35         深圳市百森鞋业有限公司  5bfe90ce74719d35745ab52703a.png   \n",
       "36        般诺智能(深圳)有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "37     深圳市鲁鹏木易电子商务有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "38        深圳奥通顺达商贸有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "39          深圳楚奥传媒有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "\n",
       "                                   comp.link comp.compScale comp.compIndustry  \\\n",
       "0    https://www.liepin.com/company/8528800/       100-499人       电子/半导体/集成电路   \n",
       "1    https://www.liepin.com/company/1578876/       100-499人                保险   \n",
       "2   https://www.liepin.com/company/13342883/       100-499人              电子商务   \n",
       "3    https://www.liepin.com/company/9681568/       500-999人              医疗器械   \n",
       "4   https://www.liepin.com/company/13037571/       500-999人              咨询服务   \n",
       "..                                       ...            ...               ...   \n",
       "35   https://www.liepin.com/company/7866910/     2000-5000人          服装/纺织/皮革   \n",
       "36  https://www.liepin.com/company/12260019/       100-499人              智能硬件   \n",
       "37  https://www.liepin.com/company/12711951/          1-49人              电子商务   \n",
       "38  https://www.liepin.com/company/12690441/         50-99人                日化   \n",
       "39  https://www.liepin.com/company/12687567/          1-49人           在线社交/媒体   \n",
       "\n",
       "                                           job.labels  job.dq  ...  \\\n",
       "0                                                [英语]  深圳-南山区  ...   \n",
       "1                        [客户管理, 客户服务, 保险行业, 会员/VIP管理]  深圳-罗湖区  ...   \n",
       "2                                                  []  深圳-龙岗区  ...   \n",
       "3   [文案策划, 自媒体策划, 短视频策划, 品牌策划, 营销策划, 海外媒介, 甲方公司背景,...  深圳-宝安区  ...   \n",
       "4   [文案策划, 品牌策划, 新媒体策划, 营销策划, 活动策划, 品牌活动, 新媒体, IT/...  深圳-龙岗区  ...   \n",
       "..                                                ...     ...  ...   \n",
       "35      [文案策划, 公众号, 新媒体策划, 品牌策划, 企业策划, 甲方公司背景, 批发/零售]      深圳  ...   \n",
       "36  [品牌文案, 广告文案, 新媒体文案, 视频文案, 软文撰写, 电商文案, 公关文案, 活动文案]  深圳-龙华区  ...   \n",
       "37                           [品牌文案, 文案撰写, 文案编辑, 方案编写]  深圳-福田区  ...   \n",
       "38                    [品牌文案, 新媒体文案, 渠道推广, 电商文案, 软文撰写]      深圳  ...   \n",
       "39                               [文案创作, 文案编辑, 编剧, 剪辑]  深圳-龙岗区  ...   \n",
       "\n",
       "   job.requireWorkYears                                     job.dataPromId  \\\n",
       "0                  1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "1                 5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "2                  1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "3                 5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "4                  3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "..                  ...                                                ...   \n",
       "35                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "36                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "37                 经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "38                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "39                 经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "\n",
       "               recruiter.recruiterId recruiter.chatted  \\\n",
       "0   018760ecee1b3c83e9150515f41a14d9             False   \n",
       "1   e1885ff489881b42e52ab82ff3a0342f             False   \n",
       "2   7a261c369cce7186ea75fcada03718f9             False   \n",
       "3   3b46127d6ee1925a2aa4bed58588776d             False   \n",
       "4   1536a036e8b44e1b189053b2c664f1c0             False   \n",
       "..                               ...               ...   \n",
       "35  9ba51e75dfbefd7fe2099a38703f5ef9             False   \n",
       "36  3c56ed8d8a014e8df6a0ccd61c4967b7             False   \n",
       "37  163fb2c3452ff8140b21b59d7f6dc377             False   \n",
       "38  7958f12054cb3cd2697b6d00940283eb             False   \n",
       "39  f522f343ecfaa02f74113097968b894a             False   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType  \\\n",
       "0   9f5ea91e842169aa1b4fb320fc878e26                    2   \n",
       "1   59daa5361b85b936b74cd2e3b8b7dbf6                    2   \n",
       "2   67a7d92265cbd918361cc4c1c85cc0f8                    2   \n",
       "3   668c412c7c94e3e4befa578784e31c32                    2   \n",
       "4   6cf2a187f5b86d763cf0acd5c06eb661                    2   \n",
       "..                               ...                  ...   \n",
       "35  a052f227f3b00bddac365a663ca833da                    2   \n",
       "36  a1b4c5ce52746759c307fe6e334c0c05                    2   \n",
       "37  1b743580381b19ec6bc971ec2e264ed1                    2   \n",
       "38  866dd58e2ee041f98b0ca3877d009dea                    2   \n",
       "39  4d2eaf8cc6ced9f8e37b0b202b2adc1c                    2   \n",
       "\n",
       "    recruiter.recruiterName  recruiter.recruiterTitle  \\\n",
       "0                       石女士                      hrbp   \n",
       "1                       李女士                      HRBP   \n",
       "2                       陈女士                    高级招聘专员   \n",
       "3                       蒋女士                      HRBP   \n",
       "4                       谢女士                      hr总监   \n",
       "..                      ...                       ...   \n",
       "35                      方女士                             \n",
       "36                      孙先生                      运营经理   \n",
       "37                      曹先生                        职员   \n",
       "38                      姚女士                      人事经理   \n",
       "39                      彭先生                        经理   \n",
       "\n",
       "           recruiter.recruiterPhoto comp.compStage  \n",
       "0   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       "1   554970df28eefc6d7ed15ad001a.jpg            NaN  \n",
       "2   5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       "3   5f8f9866dfb13a7dee342f1808u.jpg             D轮  \n",
       "4   6567096ef389f94aa14ffb2005u.jpg          融资未公开  \n",
       "..                              ...            ...  \n",
       "35  5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       "36  5f8f98698dbe6273dcf8516008u.jpg            天使轮  \n",
       "37  5f8f9868f6d1ab58476f24a008u.jpg            NaN  \n",
       "38  5f8f98648dbe6273dcf8515508u.jpg          融资未公开  \n",
       "39  5f8f98698dbe6273dcf8516008u.jpg            NaN  \n",
       "\n",
       "[800 rows x 31 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 输出为excel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('猎聘_文案_深圳.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 读取excel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>...</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"018760ecee1b3c83e9150515f41a14d9\",\"...</td>\n",
       "      <td>8528800</td>\n",
       "      <td>猫王音响</td>\n",
       "      <td>5b865c5d8e50a3257f32d5c204a.png</td>\n",
       "      <td>https://www.liepin.com/company/8528800/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>['英语']</td>\n",
       "      <td>...</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>018760ecee1b3c83e9150515f41a14d9</td>\n",
       "      <td>False</td>\n",
       "      <td>9f5ea91e842169aa1b4fb320fc878e26</td>\n",
       "      <td>2</td>\n",
       "      <td>石女士</td>\n",
       "      <td>hrbp</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"e1885ff489881b42e52ab82ff3a0342f\",\"...</td>\n",
       "      <td>1578876</td>\n",
       "      <td>友邦人寿保险有限公司深圳分公司</td>\n",
       "      <td>54d1e9d2712eb4f6b84d141401a.png</td>\n",
       "      <td>https://www.liepin.com/company/1578876/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>保险</td>\n",
       "      <td>['客户管理', '客户服务', '保险行业', '会员/VIP管理']</td>\n",
       "      <td>...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>e1885ff489881b42e52ab82ff3a0342f</td>\n",
       "      <td>False</td>\n",
       "      <td>59daa5361b85b936b74cd2e3b8b7dbf6</td>\n",
       "      <td>2</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>554970df28eefc6d7ed15ad001a.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"7a261c369cce7186ea75fcada03718f9\",\"...</td>\n",
       "      <td>13342883</td>\n",
       "      <td>深圳市智创一切科技有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13342883/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>7a261c369cce7186ea75fcada03718f9</td>\n",
       "      <td>False</td>\n",
       "      <td>67a7d92265cbd918361cc4c1c85cc0f8</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>高级招聘专员</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"3b46127d6ee1925a2aa4bed58588776d\",\"...</td>\n",
       "      <td>9681568</td>\n",
       "      <td>深圳硅基仿生科技股份有限公司</td>\n",
       "      <td>601d66cb00e91f04c68d1f1c05u.png</td>\n",
       "      <td>https://www.liepin.com/company/9681568/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>['文案策划', '自媒体策划', '短视频策划', '品牌策划', '营销策划', '海外...</td>\n",
       "      <td>...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3b46127d6ee1925a2aa4bed58588776d</td>\n",
       "      <td>False</td>\n",
       "      <td>668c412c7c94e3e4befa578784e31c32</td>\n",
       "      <td>2</td>\n",
       "      <td>蒋女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"1536a036e8b44e1b189053b2c664f1c0\",\"...</td>\n",
       "      <td>13037571</td>\n",
       "      <td>深圳追求卓越企业管理顾问服务有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13037571/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>['文案策划', '品牌策划', '新媒体策划', '营销策划', '活动策划', '品牌活...</td>\n",
       "      <td>...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1536a036e8b44e1b189053b2c664f1c0</td>\n",
       "      <td>False</td>\n",
       "      <td>6cf2a187f5b86d763cf0acd5c06eb661</td>\n",
       "      <td>2</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>hr总监</td>\n",
       "      <td>6567096ef389f94aa14ffb2005u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>35</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"9ba51e75dfbefd7fe2099a38703f5ef9\",\"...</td>\n",
       "      <td>7866910</td>\n",
       "      <td>深圳市百森鞋业有限公司</td>\n",
       "      <td>5bfe90ce74719d35745ab52703a.png</td>\n",
       "      <td>https://www.liepin.com/company/7866910/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>['文案策划', '公众号', '新媒体策划', '品牌策划', '企业策划', '甲方公司...</td>\n",
       "      <td>...</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>9ba51e75dfbefd7fe2099a38703f5ef9</td>\n",
       "      <td>False</td>\n",
       "      <td>a052f227f3b00bddac365a663ca833da</td>\n",
       "      <td>2</td>\n",
       "      <td>方女士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>36</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"3c56ed8d8a014e8df6a0ccd61c4967b7\",\"...</td>\n",
       "      <td>12260019</td>\n",
       "      <td>般诺智能(深圳)有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12260019/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>['品牌文案', '广告文案', '新媒体文案', '视频文案', '软文撰写', '电商文...</td>\n",
       "      <td>...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3c56ed8d8a014e8df6a0ccd61c4967b7</td>\n",
       "      <td>False</td>\n",
       "      <td>a1b4c5ce52746759c307fe6e334c0c05</td>\n",
       "      <td>2</td>\n",
       "      <td>孙先生</td>\n",
       "      <td>运营经理</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>天使轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>37</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"163fb2c3452ff8140b21b59d7f6dc377\",\"...</td>\n",
       "      <td>12711951</td>\n",
       "      <td>深圳市鲁鹏木易电子商务有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12711951/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>['品牌文案', '文案撰写', '文案编辑', '方案编写']</td>\n",
       "      <td>...</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>163fb2c3452ff8140b21b59d7f6dc377</td>\n",
       "      <td>False</td>\n",
       "      <td>1b743580381b19ec6bc971ec2e264ed1</td>\n",
       "      <td>2</td>\n",
       "      <td>曹先生</td>\n",
       "      <td>职员</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"7958f12054cb3cd2697b6d00940283eb\",\"...</td>\n",
       "      <td>12690441</td>\n",
       "      <td>深圳奥通顺达商贸有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12690441/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>日化</td>\n",
       "      <td>['品牌文案', '新媒体文案', '渠道推广', '电商文案', '软文撰写']</td>\n",
       "      <td>...</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>7958f12054cb3cd2697b6d00940283eb</td>\n",
       "      <td>False</td>\n",
       "      <td>866dd58e2ee041f98b0ca3877d009dea</td>\n",
       "      <td>2</td>\n",
       "      <td>姚女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"userId\":\"f522f343ecfaa02f74113097968b894a\",\"...</td>\n",
       "      <td>12687567</td>\n",
       "      <td>深圳楚奥传媒有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12687567/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>['文案创作', '文案编辑', '编剧', '剪辑']</td>\n",
       "      <td>...</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>f522f343ecfaa02f74113097968b894a</td>\n",
       "      <td>False</td>\n",
       "      <td>4d2eaf8cc6ced9f8e37b0b202b2adc1c</td>\n",
       "      <td>2</td>\n",
       "      <td>彭先生</td>\n",
       "      <td>经理</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                           dataInfo  \\\n",
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       "2             2  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "3             3  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "4             4  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "..          ...                                                ...   \n",
       "795          35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "796          36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "797          37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "798          38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "799          39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "\n",
       "                                            dataParams  comp.compId  \\\n",
       "0    {\"userId\":\"018760ecee1b3c83e9150515f41a14d9\",\"...      8528800   \n",
       "1    {\"userId\":\"e1885ff489881b42e52ab82ff3a0342f\",\"...      1578876   \n",
       "2    {\"userId\":\"7a261c369cce7186ea75fcada03718f9\",\"...     13342883   \n",
       "3    {\"userId\":\"3b46127d6ee1925a2aa4bed58588776d\",\"...      9681568   \n",
       "4    {\"userId\":\"1536a036e8b44e1b189053b2c664f1c0\",\"...     13037571   \n",
       "..                                                 ...          ...   \n",
       "795  {\"userId\":\"9ba51e75dfbefd7fe2099a38703f5ef9\",\"...      7866910   \n",
       "796  {\"userId\":\"3c56ed8d8a014e8df6a0ccd61c4967b7\",\"...     12260019   \n",
       "797  {\"userId\":\"163fb2c3452ff8140b21b59d7f6dc377\",\"...     12711951   \n",
       "798  {\"userId\":\"7958f12054cb3cd2697b6d00940283eb\",\"...     12690441   \n",
       "799  {\"userId\":\"f522f343ecfaa02f74113097968b894a\",\"...     12687567   \n",
       "\n",
       "          comp.compName                    comp.compLogo  \\\n",
       "0                  猫王音响  5b865c5d8e50a3257f32d5c204a.png   \n",
       "1       友邦人寿保险有限公司深圳分公司  54d1e9d2712eb4f6b84d141401a.png   \n",
       "2         深圳市智创一切科技有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "3        深圳硅基仿生科技股份有限公司  601d66cb00e91f04c68d1f1c05u.png   \n",
       "4    深圳追求卓越企业管理顾问服务有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "..                  ...                              ...   \n",
       "795         深圳市百森鞋业有限公司  5bfe90ce74719d35745ab52703a.png   \n",
       "796        般诺智能(深圳)有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "797     深圳市鲁鹏木易电子商务有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "798        深圳奥通顺达商贸有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "799          深圳楚奥传媒有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "\n",
       "                                    comp.link comp.compScale  \\\n",
       "0     https://www.liepin.com/company/8528800/       100-499人   \n",
       "1     https://www.liepin.com/company/1578876/       100-499人   \n",
       "2    https://www.liepin.com/company/13342883/       100-499人   \n",
       "3     https://www.liepin.com/company/9681568/       500-999人   \n",
       "4    https://www.liepin.com/company/13037571/       500-999人   \n",
       "..                                        ...            ...   \n",
       "795   https://www.liepin.com/company/7866910/     2000-5000人   \n",
       "796  https://www.liepin.com/company/12260019/       100-499人   \n",
       "797  https://www.liepin.com/company/12711951/          1-49人   \n",
       "798  https://www.liepin.com/company/12690441/         50-99人   \n",
       "799  https://www.liepin.com/company/12687567/          1-49人   \n",
       "\n",
       "    comp.compIndustry                                         job.labels  ...  \\\n",
       "0         电子/半导体/集成电路                                             ['英语']  ...   \n",
       "1                  保险               ['客户管理', '客户服务', '保险行业', '会员/VIP管理']  ...   \n",
       "2                电子商务                                                 []  ...   \n",
       "3                医疗器械  ['文案策划', '自媒体策划', '短视频策划', '品牌策划', '营销策划', '海外...  ...   \n",
       "4                咨询服务  ['文案策划', '品牌策划', '新媒体策划', '营销策划', '活动策划', '品牌活...  ...   \n",
       "..                ...                                                ...  ...   \n",
       "795          服装/纺织/皮革  ['文案策划', '公众号', '新媒体策划', '品牌策划', '企业策划', '甲方公司...  ...   \n",
       "796              智能硬件  ['品牌文案', '广告文案', '新媒体文案', '视频文案', '软文撰写', '电商文...  ...   \n",
       "797              电子商务                   ['品牌文案', '文案撰写', '文案编辑', '方案编写']  ...   \n",
       "798                日化          ['品牌文案', '新媒体文案', '渠道推广', '电商文案', '软文撰写']  ...   \n",
       "799           在线社交/媒体                       ['文案创作', '文案编辑', '编剧', '剪辑']  ...   \n",
       "\n",
       "    job.requireWorkYears                                     job.dataPromId  \\\n",
       "0                   1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "1                  5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "2                   1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "3                  5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "4                   3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "..                   ...                                                ...   \n",
       "795                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "796                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "797                 经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "798                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "799                 经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "\n",
       "                recruiter.recruiterId  recruiter.chatted  \\\n",
       "0    018760ecee1b3c83e9150515f41a14d9              False   \n",
       "1    e1885ff489881b42e52ab82ff3a0342f              False   \n",
       "2    7a261c369cce7186ea75fcada03718f9              False   \n",
       "3    3b46127d6ee1925a2aa4bed58588776d              False   \n",
       "4    1536a036e8b44e1b189053b2c664f1c0              False   \n",
       "..                                ...                ...   \n",
       "795  9ba51e75dfbefd7fe2099a38703f5ef9              False   \n",
       "796  3c56ed8d8a014e8df6a0ccd61c4967b7              False   \n",
       "797  163fb2c3452ff8140b21b59d7f6dc377              False   \n",
       "798  7958f12054cb3cd2697b6d00940283eb              False   \n",
       "799  f522f343ecfaa02f74113097968b894a              False   \n",
       "\n",
       "                       recruiter.imId  recruiter.imUserType  \\\n",
       "0    9f5ea91e842169aa1b4fb320fc878e26                     2   \n",
       "1    59daa5361b85b936b74cd2e3b8b7dbf6                     2   \n",
       "2    67a7d92265cbd918361cc4c1c85cc0f8                     2   \n",
       "3    668c412c7c94e3e4befa578784e31c32                     2   \n",
       "4    6cf2a187f5b86d763cf0acd5c06eb661                     2   \n",
       "..                                ...                   ...   \n",
       "795  a052f227f3b00bddac365a663ca833da                     2   \n",
       "796  a1b4c5ce52746759c307fe6e334c0c05                     2   \n",
       "797  1b743580381b19ec6bc971ec2e264ed1                     2   \n",
       "798  866dd58e2ee041f98b0ca3877d009dea                     2   \n",
       "799  4d2eaf8cc6ced9f8e37b0b202b2adc1c                     2   \n",
       "\n",
       "    recruiter.recruiterName  recruiter.recruiterTitle  \\\n",
       "0                       石女士                      hrbp   \n",
       "1                       李女士                      HRBP   \n",
       "2                       陈女士                    高级招聘专员   \n",
       "3                       蒋女士                      HRBP   \n",
       "4                       谢女士                      hr总监   \n",
       "..                      ...                       ...   \n",
       "795                     方女士                       NaN   \n",
       "796                     孙先生                      运营经理   \n",
       "797                     曹先生                        职员   \n",
       "798                     姚女士                      人事经理   \n",
       "799                     彭先生                        经理   \n",
       "\n",
       "            recruiter.recruiterPhoto  comp.compStage  \n",
       "0    5f8f9866dfb13a7dee342f1808u.jpg             NaN  \n",
       "1    554970df28eefc6d7ed15ad001a.jpg             NaN  \n",
       "2    5f8f986779c7cc70efbf36c008u.jpg             NaN  \n",
       "3    5f8f9866dfb13a7dee342f1808u.jpg              D轮  \n",
       "4    6567096ef389f94aa14ffb2005u.jpg           融资未公开  \n",
       "..                               ...             ...  \n",
       "795  5f8f9866dfb13a7dee342f1808u.jpg             NaN  \n",
       "796  5f8f98698dbe6273dcf8516008u.jpg             天使轮  \n",
       "797  5f8f9868f6d1ab58476f24a008u.jpg             NaN  \n",
       "798  5f8f98648dbe6273dcf8515508u.jpg           融资未公开  \n",
       "799  5f8f98698dbe6273dcf8516008u.jpg             NaN  \n",
       "\n",
       "[800 rows x 32 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('猎聘_文案_深圳.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 800 entries, 0 to 799\n",
      "Data columns (total 32 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Unnamed: 0                800 non-null    int64  \n",
      " 1   dataInfo                  800 non-null    object \n",
      " 2   dataParams                800 non-null    object \n",
      " 3   comp.compId               800 non-null    int64  \n",
      " 4   comp.compName             800 non-null    object \n",
      " 5   comp.compLogo             800 non-null    object \n",
      " 6   comp.link                 800 non-null    object \n",
      " 7   comp.compScale            800 non-null    object \n",
      " 8   comp.compIndustry         800 non-null    object \n",
      " 9   job.labels                800 non-null    object \n",
      " 10  job.dq                    800 non-null    object \n",
      " 11  job.salary                800 non-null    object \n",
      " 12  job.refreshTime           800 non-null    int64  \n",
      " 13  job.jobKind               800 non-null    int64  \n",
      " 14  job.title                 800 non-null    object \n",
      " 15  job.jobId                 800 non-null    int64  \n",
      " 16  job.link                  800 non-null    object \n",
      " 17  job.advViewFlag           800 non-null    bool   \n",
      " 18  job.topJob                800 non-null    bool   \n",
      " 19  job.pcOuterLink           0 non-null      float64\n",
      " 20  job.h5OuterLink           0 non-null      float64\n",
      " 21  job.requireEduLevel       800 non-null    object \n",
      " 22  job.requireWorkYears      800 non-null    object \n",
      " 23  job.dataPromId            800 non-null    object \n",
      " 24  recruiter.recruiterId     800 non-null    object \n",
      " 25  recruiter.chatted         800 non-null    bool   \n",
      " 26  recruiter.imId            800 non-null    object \n",
      " 27  recruiter.imUserType      800 non-null    int64  \n",
      " 28  recruiter.recruiterName   800 non-null    object \n",
      " 29  recruiter.recruiterTitle  700 non-null    object \n",
      " 30  recruiter.recruiterPhoto  800 non-null    object \n",
      " 31  comp.compStage            320 non-null    object \n",
      "dtypes: bool(3), float64(2), int64(6), object(21)\n",
      "memory usage: 183.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "800"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df['job.link'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://www.liepin.com/job/1941722517.shtml'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['job.link'][0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 爬取技能要求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "session = HTMLSession()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "技能要求 = []\n",
    "for i in range(len(df['job.link'])):\n",
    "    s = session.get(df['job.link'][i])\n",
    "    command = s.html.find('dd')\n",
    "    技能要求.append(command[0].text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[:, '技能要求'] = 技能要求"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 输出最终表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('猎聘_文案_深圳'+'.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "# 读取Excel文件\n",
    "file_path = '猎聘_文案_深圳.xlsx'\n",
    "df = pd.read_excel(file_path)\n",
    "# 重命名列名\n",
    "new_column_names = {\n",
    "        'Unnamed: 0':' 序号',\n",
    "        'comp.link':'公司链接',\n",
    "        'comp.compLogo':'公司logo',\n",
    "        'comp.compId':'公司ID',\n",
    "        'job.jobId':'职位ID',\n",
    "        'job.labels':'职位标签',\n",
    "        'job.refreshTime':'职位更新时间',\n",
    "        'job.title':'职位',\n",
    "        'job.salary':'薪资',\n",
    "        'job.dq':'地区',\n",
    "        'job.topJob':'职位的重要程度',\n",
    "        'comp.compStage':'公司融资情况',\n",
    "        'comp.compName':'公司名称',\n",
    "        'comp.compIndustry':'行业',\n",
    "        'comp.compScale':'规模',\n",
    "        'job.link':'职位链接',\n",
    "        'job.requireWorkYears':'经验要求',\n",
    "        'job.requireEduLevel':'学历要求',\n",
    "        'recruiter.recruiterName':'联系人',\n",
    "        'recruiter.recruiterTitle':'联系人职位',\n",
    "        'recruiter.recruiterId':'联系人ID'\n",
    "}\n",
    "df.rename(columns=new_column_names, inplace=True)\n",
    "# 将修改后的数据保存到新的Excel文件\n",
    "output_file_path = '猎聘_文案_深圳.xlsx'\n",
    "df.to_excel(output_file_path, index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 词云图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_excel(\"猎聘_文案_深圳.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import jieba.analyse\n",
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "# 使用jieba进行中文分词\n",
    "def chinese_segmentation(text):\n",
    "    words = jieba.cut(text, cut_all=False, HMM=True)\n",
    "    return \" \".join(words)\n",
    "\n",
    "# 对DataFrame的'intro'列应用中文分词\n",
    "df['intro_segmented'] = df['行业'].apply(chinese_segmentation)\n",
    "\n",
    "# 从外部文件读取停用词列表\n",
    "jieba.analyse.set_stop_words(\"stopwords.txt\")\n",
    "\n",
    "# 创建词云，并排除停用词\n",
    "def generate_wordcloud(text):\n",
    "    # 使用 jieba.analyse.extract_tags 提取关键词\n",
    "    keywords = jieba.analyse.extract_tags(text, topK=100, withWeight=True, allowPOS=('n', 'nr', 'ns'))\n",
    "    \n",
    "    # 构建关键词和权重的字典\n",
    "    keywords_dict = {word: weight for word, weight in keywords}\n",
    "    \n",
    "    # 创建词云\n",
    "    wordcloud = WordCloud(\n",
    "        width=1000, \n",
    "        height=1000, \n",
    "        background_color='white', \n",
    "        max_words=800, \n",
    "        collocations=True, \n",
    "        font_path='simhei.ttf',  # 使用支持中文的字体\n",
    "    ).generate_from_frequencies(keywords_dict)\n",
    "    \n",
    "    # 显示词云图像\n",
    "    plt.figure(figsize=(10, 10))\n",
    "    plt.imshow(wordcloud, interpolation='bilinear')\n",
    "    plt.axis('on')\n",
    "    \n",
    "    # 将图像保存为文件\n",
    "    matplotlib.pyplot.savefig(\"深圳_行业_词云图.png\")\n",
    "    \n",
    "# 对所有'intro_segmented'文本进行拼接\n",
    "all_intro_text = \" \".join(df['intro_segmented'])\n",
    "\n",
    "# 生成并显示词云\n",
    "generate_wordcloud(all_intro_text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from collections import Counter\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.font_manager import FontProperties\n",
    "\n",
    "# 设置字体为SimHei,这是一种支持中文的字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 读取Excel表格数据\n",
    "df = pd.read_excel('猎聘_文案_上海.xlsx')\n",
    "\n",
    "# 将需要分析的列转换为字符串类型\n",
    "df['行业'] = df['行业'].astype(str)\n",
    "\n",
    "# 统计该列中每个单词出现的次数\n",
    "word_count = Counter(df['行业'])\n",
    "\n",
    "# 只显示前10的词频\n",
    "top_10 = word_count.most_common(10)\n",
    "\n",
    "# 设置图表大小\n",
    "plt.figure(figsize=(20, 10))\n",
    "\n",
    "# 绘制条形图\n",
    "plt.bar(top_10[0][0], top_10[0][1])\n",
    "for i in range(1, len(top_10)):\n",
    "    plt.bar(top_10[i][0], top_10[i][1])\n",
    "\n",
    "# 设置图表标题和坐标轴标签\n",
    "plt.title('词频统计')\n",
    "plt.xlabel('行业')\n",
    "plt.ylabel('出现次数')\n",
    "\n",
    "# 保存图表为图片\n",
    "plt.savefig('上海_行业_条形图.png')\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "# 确保文件路径正确且文件存在\n",
    "file_path = '猎聘_文案_上海.xlsx'  # 替换为你的Excel文件路径\n",
    "df = pd.read_excel(file_path)\n",
    "# 确保'行业'和'薪资'这两列在Excel文件中存在\n",
    "column1 = df['行业']  # 替换为你需要绘制散点图的第一列的列名\n",
    "column2 = df['薪资']  # 替换为你需要绘制散点图的第二列的列名\n",
    "# 绘制散点图\n",
    "plt.scatter(column1, column2)\n",
    "plt.xlabel('行业')\n",
    "plt.ylabel('薪资')\n",
    "plt.title('行业和薪资的关联')\n",
    "# 扩大坐标轴范围\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "459.273px",
    "left": "225px",
    "top": "110.318px",
    "width": "205.807px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
